Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "110"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 110 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 104 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 102 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 110, Node N10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459921 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.698914 22.850554 -0.484418 12.060982 1.767708 11.169641 4.533503 3.817891 0.6674 0.0329 0.4815 nan nan
2459920 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.886131 23.831844 -0.202207 10.346108 2.802030 7.079574 5.244198 6.548309 0.6680 0.0325 0.4681 nan nan
2459919 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 8.226926 25.341216 0.096238 11.661202 9.623631 10.140145 49.270821 6.376657 0.6294 0.0336 0.3973 nan nan
2459918 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.435110 28.163815 -0.204288 11.953758 4.614743 6.704128 17.218304 4.536066 0.6774 0.0330 0.4721 nan nan
2459917 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.484227 24.387651 0.083265 12.321084 -0.437788 7.198145 7.977140 5.024190 0.7205 0.0311 0.5105 nan nan
2459916 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 14.201112 25.068748 0.473009 12.042038 11.245940 7.707771 3.582539 6.185872 0.6176 0.0337 0.3875 nan nan
2459915 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.976526 25.623082 0.019508 14.244511 4.357993 7.692646 1.520230 5.044972 0.7130 0.0426 0.4767 nan nan
2459914 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.394703 27.541948 -0.292553 15.284886 1.273285 9.133188 0.098841 6.973607 0.7431 0.0363 0.4670 nan nan
2459913 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.660872 27.467181 -0.225468 13.064418 1.416902 9.108476 -0.048039 5.791881 0.7007 0.0331 0.4777 nan nan
2459912 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.294415 23.931891 -0.186470 11.841491 1.015307 7.836274 -0.420788 4.705457 0.6761 0.0336 0.4677 nan nan
2459911 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.290789 22.997221 -0.117404 12.304211 5.301860 7.219019 19.775370 2.266599 0.6618 0.0323 0.4562 nan nan
2459910 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.037633 23.507008 -0.189924 12.224645 6.063345 7.578867 34.211741 2.275676 0.6653 0.0322 0.4537 nan nan
2459909 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 7.110136 24.687409 0.107361 11.934175 8.682610 6.198799 58.809176 3.669736 0.6414 0.0306 0.4268 nan nan
2459908 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 15.472677 26.292966 0.413617 11.509905 10.090751 5.597576 24.906945 4.438394 0.6148 0.0311 0.3983 nan nan
2459907 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 15.882632 26.192184 0.370949 12.386395 10.029704 6.067718 16.982009 4.235514 0.6182 0.0352 0.3997 nan nan
2459906 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 8.419662 26.154707 0.165801 13.007913 8.579702 8.344523 1.038945 5.583977 0.6428 0.0315 0.4257 nan nan
2459905 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.573895 24.347766 -0.262243 12.597520 1.129601 13.152913 1.161631 3.986441 0.6665 0.0289 0.3939 nan nan
2459904 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.003202 24.968551 -0.130667 13.860717 5.228490 9.956879 9.038721 8.175764 0.6606 0.0297 0.3849 nan nan
2459903 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 11.608108 26.590575 0.337394 13.491449 10.247348 7.726728 6.872849 8.236051 0.6235 0.0299 0.3681 nan nan
2459902 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 11.455806 29.147983 0.316532 14.053606 10.740321 8.070449 2.650491 4.216725 0.6360 0.0332 0.3855 nan nan
2459901 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 10.527654 29.883997 0.272804 12.749756 7.657283 7.130231 3.940783 5.107201 0.6419 0.0357 0.3802 nan nan
2459900 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 7.703070 28.554064 0.189366 13.357268 13.756810 7.699551 6.622866 4.469808 0.6005 0.0323 0.3914 nan nan
2459898 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.325515 25.008769 -0.360356 12.781674 8.442334 9.043923 2.172681 6.204259 0.6702 0.0314 0.4556 nan nan
2459897 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 5.405487 24.064018 -0.221974 13.037591 13.109388 9.783677 1.693122 6.043903 0.6555 0.0296 0.3660 nan nan
2459896 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 12.506769 24.635997 0.193040 13.096899 18.430266 10.592203 34.175466 4.136905 0.6224 0.0300 0.3280 nan nan
2459895 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.315323 28.537676 -0.371255 16.609579 1.072529 10.755132 -0.076600 5.349102 0.7854 0.0334 0.4493 nan nan
2459894 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.312740 27.956055 -0.510216 11.949274 0.912856 10.274861 -0.232258 5.272376 0.7001 0.0328 0.4278 nan nan
2459893 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 3.097771 29.297877 -0.369928 12.559856 9.680352 8.908222 10.400159 7.139073 0.6838 0.0326 0.4378 nan nan
2459892 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 10.173857 26.362052 -0.775834 13.737835 10.570238 6.916642 1.425943 4.443204 0.6529 0.0379 0.4444 nan nan
2459891 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.218542 26.408430 -0.694545 14.522225 0.410651 9.946123 -0.334352 5.150988 0.6850 0.0317 0.4736 nan nan
2459890 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.492119 26.385287 -0.403211 17.461880 0.825322 8.830674 0.869779 2.642355 0.6909 0.0312 0.4687 nan nan
2459889 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.289565 29.955134 -0.751802 14.079303 0.810299 12.490714 -0.488422 7.694318 0.6984 0.0352 0.4783 nan nan
2459888 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.919302 25.118522 -0.293946 16.319089 13.800587 11.403882 5.532654 3.624025 0.6915 0.0330 0.4584 nan nan
2459887 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.743146 26.976584 -0.388807 16.209923 1.599395 9.937183 8.228455 4.120652 0.6940 0.0335 0.4744 nan nan
2459886 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.914226 35.781678 -0.311206 14.136603 4.291045 7.807847 1.331010 2.334915 0.7613 0.0388 0.4887 nan nan
2459885 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.390618 41.930808 0.003836 83.179769 -1.162350 18.763236 0.478446 12.580609 0.7458 0.0322 0.4401 nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459883 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.756585 33.691697 0.119150 74.713949 -0.506896 10.417426 4.839517 11.821285 0.7009 0.0347 0.4686 nan nan
2459882 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.243502 53.497655 -0.561744 84.458734 -0.502574 14.703192 2.444559 5.593995 0.7064 0.0353 0.4687 nan nan
2459881 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.368659 31.290918 -0.178899 95.925570 -0.394864 29.816096 0.651433 22.897521 0.7418 0.0351 0.4621 nan nan
2459880 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.809773 37.939504 -0.423820 78.695262 -0.430008 8.899922 4.449238 5.435044 0.6989 0.0324 0.4674 nan nan
2459879 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.765516 22.513933 -0.112030 14.176015 3.708084 1.760100 1.610865 5.623896 0.6751 0.0299 0.4070 nan nan
2459878 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.904013 34.047276 -0.007500 95.228769 -0.540707 15.238778 2.954118 15.391068 0.6933 0.0352 0.4049 nan nan
2459876 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.861318 37.245435 -0.126861 69.448676 -1.172037 42.642618 0.856028 13.856465 0.7136 0.0342 0.4421 nan nan
2459875 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.462441 40.628252 -0.023783 90.676749 -1.085301 19.931466 -0.154680 11.216602 0.7267 0.0340 0.4415 nan nan
2459874 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459873 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.756615 42.274366 -0.620625 61.891581 -0.759290 10.770540 -0.273146 5.219239 0.7167 0.0351 0.4774 nan nan
2459872 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.516474 37.807816 0.047943 79.566450 -0.059834 30.406958 0.507476 6.564690 0.7173 0.0296 0.4317 nan nan
2459871 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.490092 31.008421 -0.333544 84.550514 -0.749418 25.169787 0.188349 3.899748 0.7185 0.0314 0.4345 nan nan
2459870 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.042260 51.482204 -0.150098 63.632404 0.630874 17.266128 0.983233 10.147680 0.7167 0.0325 0.4911 nan nan
2459869 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.369395 41.921092 -0.013539 63.113122 0.415380 22.298713 0.417732 8.124043 0.7327 0.0337 0.4909 nan nan
2459868 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459867 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.596956 33.790219 -0.481280 76.167075 -0.870436 9.507609 -0.100748 6.810520 0.7213 0.0335 0.4968 nan nan
2459866 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.846418 38.124150 -0.349327 71.780815 -0.560294 10.563472 0.094697 3.298841 0.7207 0.0365 0.4970 nan nan
2459865 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.864109 43.173719 -0.879324 88.421673 -1.276685 23.198651 -0.461035 13.799492 0.7488 0.0298 0.4426 nan nan
2459864 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.802507 52.018895 1.452245 36.974254 -0.489861 12.951206 1.740078 11.879381 0.7206 0.0306 0.5121 nan nan
2459863 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.885974 32.855152 -1.301488 11.841920 -0.248778 4.773038 -0.149332 5.455182 0.7177 0.0312 0.5020 nan nan
2459862 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 18.472878 34.250076 0.971836 42.735042 20.324072 18.428366 17.062634 4.260512 0.6409 0.0333 0.4093 nan nan
2459861 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 8.093543 26.105702 -0.851301 11.995187 9.047116 2.986384 15.212732 5.013580 0.6816 0.0298 0.4355 nan nan
2459860 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 13.204842 28.253361 0.559330 35.162849 25.453509 21.006660 6.837963 4.260691 0.6683 0.0302 0.4294 nan nan
2459859 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 17.907591 24.637130 -0.363957 12.795327 7.078635 2.688175 58.096939 2.942980 0.6457 0.0317 0.4096 nan nan
2459858 RF_maintenance 100.00% 0.00% 100.00% 0.00% 100.00% 0.00% 10.544367 26.493348 -0.853103 13.188700 11.819864 2.673238 20.830722 5.179574 0.6887 0.0311 0.4474 4.863246 1.185905
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.783413 8.240492 2.988055 5.843049 6.003456 286.588486 3.838755 15.051160 0.0231 0.0207 0.0013 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 34.290086 41.741849 1.122833 1.542410 6.354988 6.758462 35.087797 21.294014 0.6348 0.6118 0.2551 3.701058 2.884498
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 39.238582 23.809119 1.110745 0.106442 5.495454 9.503315 26.022016 53.945722 0.6074 0.6822 0.3664 3.218666 2.662705
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 43.734243 15.548927 1.403857 -0.224798 1.053406 9.372034 2.457660 41.662748 0.6425 0.7294 0.3693 3.176857 2.569850
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 32.771297 12.738302 2.016288 0.042453 4.810441 9.782669 7.604390 39.766337 0.6429 0.6759 0.3438 4.201306 3.299448
2459852 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 30.923847 13.675496 0.870483 1.966056 12.039313 11.764239 5.806499 7.928258 0.8060 0.8162 0.1847 8.193686 4.824846
2459851 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 30.259083 10.818195 2.613079 0.141536 12.941776 17.569532 9.125928 17.776151 0.6762 0.7236 0.2729 5.579887 3.110578
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 34.444798 5.772837 2.048233 -0.475078 3.815921 10.626340 2.793563 14.479881 0.6687 0.7603 0.3094 3.666848 3.258201
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 36.849263 12.306627 6.499917 3.089093 9.777059 14.581416 3.707593 33.649200 0.6606 0.7399 0.2936 4.396035 3.880605
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 35.900669 14.224760 4.690257 2.716259 5.216715 20.150230 2.300506 28.422787 0.6497 0.7423 0.3190 3.794538 2.852219
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 38.160811 17.753202 4.343148 2.049183 4.034463 15.144989 4.504109 47.490873 0.6263 0.6651 0.3327 3.952072 3.308796
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 40.610875 36.656268 6.539096 3.991094 10.477332 20.059067 6.700520 64.034108 0.6761 0.6983 0.2559 3.406866 3.222357
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 42.328072 33.172084 10.683393 16.395670 6.403336 8.114447 3.732210 5.490823 0.0234 0.0224 0.0005 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 45.557218 54.968374 1.245715 1.195107 6.510872 6.872867 3.403751 26.294848 0.6701 0.6412 0.2264 3.881386 3.990967
2459842 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 23.106828 22.774718 -0.358558 1.130461 0.346520 -1.517066 -0.267742 -0.017719 0.6476 0.6146 0.1040 6.847735 7.948144
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 39.948984 29.273405 5.537389 8.427225 10.954306 3.197943 3.090552 4.040658 0.0241 0.0230 0.0007 nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 70.763713 61.151213 15.993527 14.754118 3.734956 5.096691 14.665683 14.238675 0.0200 0.0196 0.0003 nan nan
2459839 RF_maintenance 100.00% - - - - - 17.901921 14.981043 38.098157 35.721896 1.779421 0.875108 20.206378 19.064209 nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0325 0.0410 0.0030 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.252740 1.690931 0.278431 -0.089468 0.642263 1.253783 -1.203543 -1.428217 0.0319 0.0375 0.0029 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.943352 9.676677 3.200277 4.411755 4.905898 2.718524 2.711587 3.646901 0.0245 0.0274 0.0018 nan nan
2459832 RF_maintenance 100.00% 0.00% 37.63% 0.00% 100.00% 0.00% 59.290589 42.000749 1.609925 0.700233 2.576981 4.728266 1.768138 13.422639 0.6540 0.4049 0.3923 3.769070 3.678631
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.576982 15.796618 40.881210 38.450815 1.094991 0.665971 14.114827 13.630626 0.0209 0.0225 0.0006 nan nan
2459830 RF_maintenance 100.00% 0.00% 37.63% 0.00% 100.00% 0.00% 58.968753 38.697246 2.679384 1.171127 3.470851 14.521054 0.919307 7.004849 0.6556 0.4064 0.3926 5.960693 5.849226
2459829 RF_maintenance 100.00% 6.44% 15.57% 0.00% 100.00% 0.00% 62.753237 62.922491 2.294377 1.733154 7.177482 11.274513 0.614894 3.485840 0.5701 0.4911 0.2521 13.308760 11.740498
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 55.772017 9.597379 2.747278 0.443403 5.111931 15.582834 1.021416 9.571216 0.6564 0.4581 0.4105 8.652034 6.387176
2459827 RF_maintenance 100.00% 3.22% 6.98% 0.00% 100.00% 0.00% 47.387118 46.311408 3.245171 2.333231 5.657968 12.180788 6.537118 54.446141 0.5835 0.5060 0.2490 7.250030 6.757581
2459826 RF_maintenance 100.00% 16.13% 16.13% 0.00% 100.00% 0.00% 42.138319 29.355459 3.193249 1.827633 3.119876 12.093307 -0.486709 0.275052 0.5962 0.3900 0.3076 10.807184 10.079040
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.640748 29.894714 2.160065 1.427775 2.814173 7.057978 1.733138 5.060396 0.0954 0.0843 0.0082 0.000000 0.000000
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.505409 47.810739 1.922752 2.070559 6.171401 8.026950 3.584520 3.068530 0.0942 0.0974 0.0092 0.000000 0.000000
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.172853 21.260132 3.618400 2.725596 2.767622 7.587693 0.193587 3.446821 0.0950 0.0869 0.0096 0.000000 0.000000
2459822 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.602376 20.586506 3.515580 0.884239 2.499541 11.805776 6.335611 41.834650 0.0851 0.0695 0.0078 0.000000 0.000000
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 50.144298 21.629416 3.333955 0.831731 3.599617 8.771377 5.268094 31.991060 0.0807 0.0686 0.0073 1.175546 1.169647
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 53.683832 11.047193 3.225928 0.847299 15.192088 29.625165 1.306939 13.130319 0.0879 0.0640 0.0103 0.000000 0.000000
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 50.601610 1.826801 3.499641 1.586679 5.271235 0.350115 0.400742 -0.286564 0.0851 0.0696 0.0081 15.835970 40.536019
2459816 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.103240 2.032533 3.433780 1.339186 9.823899 -0.539308 0.463111 -1.041632 0.0935 0.0643 0.0063 1.065561 1.029590
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 44.466769 1.594769 3.707334 1.362512 8.229055 -0.859494 0.540230 -0.170315 0.0921 0.0736 0.0069 0.000000 0.000000
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 70.179473 35.049940 2.177910 0.663017 20.322629 30.717868 1.549857 6.507100 0.1354 0.1153 0.0129 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 110: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 22.850554 0.698914 22.850554 -0.484418 12.060982 1.767708 11.169641 4.533503 3.817891

Antenna 110: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 23.831844 23.831844 0.886131 10.346108 -0.202207 7.079574 2.802030 6.548309 5.244198

Antenna 110: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Temporal Discontinuties 49.270821 8.226926 25.341216 0.096238 11.661202 9.623631 10.140145 49.270821 6.376657

Antenna 110: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 28.163815 28.163815 2.435110 11.953758 -0.204288 6.704128 4.614743 4.536066 17.218304

Antenna 110: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 24.387651 24.387651 0.484227 12.321084 0.083265 7.198145 -0.437788 5.024190 7.977140

Antenna 110: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 25.068748 14.201112 25.068748 0.473009 12.042038 11.245940 7.707771 3.582539 6.185872

Antenna 110: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 25.623082 1.976526 25.623082 0.019508 14.244511 4.357993 7.692646 1.520230 5.044972

Antenna 110: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 27.541948 0.394703 27.541948 -0.292553 15.284886 1.273285 9.133188 0.098841 6.973607

Antenna 110: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 27.467181 27.467181 0.660872 13.064418 -0.225468 9.108476 1.416902 5.791881 -0.048039

Antenna 110: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 23.931891 23.931891 0.294415 11.841491 -0.186470 7.836274 1.015307 4.705457 -0.420788

Antenna 110: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 22.997221 22.997221 2.290789 12.304211 -0.117404 7.219019 5.301860 2.266599 19.775370

Antenna 110: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Temporal Discontinuties 34.211741 23.507008 2.037633 12.224645 -0.189924 7.578867 6.063345 2.275676 34.211741

Antenna 110: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Temporal Discontinuties 58.809176 24.687409 7.110136 11.934175 0.107361 6.198799 8.682610 3.669736 58.809176

Antenna 110: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.292966 15.472677 26.292966 0.413617 11.509905 10.090751 5.597576 24.906945 4.438394

Antenna 110: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.192184 26.192184 15.882632 12.386395 0.370949 6.067718 10.029704 4.235514 16.982009

Antenna 110: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.154707 26.154707 8.419662 13.007913 0.165801 8.344523 8.579702 5.583977 1.038945

Antenna 110: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 24.347766 24.347766 0.573895 12.597520 -0.262243 13.152913 1.129601 3.986441 1.161631

Antenna 110: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 24.968551 24.968551 2.003202 13.860717 -0.130667 9.956879 5.228490 8.175764 9.038721

Antenna 110: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.590575 26.590575 11.608108 13.491449 0.337394 7.726728 10.247348 8.236051 6.872849

Antenna 110: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 29.147983 11.455806 29.147983 0.316532 14.053606 10.740321 8.070449 2.650491 4.216725

Antenna 110: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 29.883997 10.527654 29.883997 0.272804 12.749756 7.657283 7.130231 3.940783 5.107201

Antenna 110: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 28.554064 7.703070 28.554064 0.189366 13.357268 13.756810 7.699551 6.622866 4.469808

Antenna 110: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 25.008769 25.008769 2.325515 12.781674 -0.360356 9.043923 8.442334 6.204259 2.172681

Antenna 110: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 24.064018 24.064018 5.405487 13.037591 -0.221974 9.783677 13.109388 6.043903 1.693122

Antenna 110: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Temporal Discontinuties 34.175466 24.635997 12.506769 13.096899 0.193040 10.592203 18.430266 4.136905 34.175466

Antenna 110: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 28.537676 0.315323 28.537676 -0.371255 16.609579 1.072529 10.755132 -0.076600 5.349102

Antenna 110: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 27.956055 27.956055 0.312740 11.949274 -0.510216 10.274861 0.912856 5.272376 -0.232258

Antenna 110: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 29.297877 3.097771 29.297877 -0.369928 12.559856 9.680352 8.908222 10.400159 7.139073

Antenna 110: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.362052 26.362052 10.173857 13.737835 -0.775834 6.916642 10.570238 4.443204 1.425943

Antenna 110: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.408430 0.218542 26.408430 -0.694545 14.522225 0.410651 9.946123 -0.334352 5.150988

Antenna 110: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.385287 26.385287 0.492119 17.461880 -0.403211 8.830674 0.825322 2.642355 0.869779

Antenna 110: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 29.955134 0.289565 29.955134 -0.751802 14.079303 0.810299 12.490714 -0.488422 7.694318

Antenna 110: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 25.118522 25.118522 2.919302 16.319089 -0.293946 11.403882 13.800587 3.624025 5.532654

Antenna 110: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.976584 26.976584 0.743146 16.209923 -0.388807 9.937183 1.599395 4.120652 8.228455

Antenna 110: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 35.781678 1.914226 35.781678 -0.311206 14.136603 4.291045 7.807847 1.331010 2.334915

Antenna 110: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 83.179769 41.930808 0.390618 83.179769 0.003836 18.763236 -1.162350 12.580609 0.478446

Antenna 110: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 110: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 74.713949 33.691697 0.756585 74.713949 0.119150 10.417426 -0.506896 11.821285 4.839517

Antenna 110: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 84.458734 53.497655 1.243502 84.458734 -0.561744 14.703192 -0.502574 5.593995 2.444559

Antenna 110: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 95.925570 31.290918 0.368659 95.925570 -0.178899 29.816096 -0.394864 22.897521 0.651433

Antenna 110: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 78.695262 37.939504 0.809773 78.695262 -0.423820 8.899922 -0.430008 5.435044 4.449238

Antenna 110: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 22.513933 22.513933 1.765516 14.176015 -0.112030 1.760100 3.708084 5.623896 1.610865

Antenna 110: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 95.228769 34.047276 0.904013 95.228769 -0.007500 15.238778 -0.540707 15.391068 2.954118

Antenna 110: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 69.448676 0.861318 37.245435 -0.126861 69.448676 -1.172037 42.642618 0.856028 13.856465

Antenna 110: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 90.676749 0.462441 40.628252 -0.023783 90.676749 -1.085301 19.931466 -0.154680 11.216602

Antenna 110: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 110: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 61.891581 0.756615 42.274366 -0.620625 61.891581 -0.759290 10.770540 -0.273146 5.219239

Antenna 110: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 79.566450 37.807816 0.516474 79.566450 0.047943 30.406958 -0.059834 6.564690 0.507476

Antenna 110: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 84.550514 31.008421 0.490092 84.550514 -0.333544 25.169787 -0.749418 3.899748 0.188349

Antenna 110: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 63.632404 1.042260 51.482204 -0.150098 63.632404 0.630874 17.266128 0.983233 10.147680

Antenna 110: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 63.113122 0.369395 41.921092 -0.013539 63.113122 0.415380 22.298713 0.417732 8.124043

Antenna 110: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 110: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 76.167075 0.596956 33.790219 -0.481280 76.167075 -0.870436 9.507609 -0.100748 6.810520

Antenna 110: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 71.780815 38.124150 0.846418 71.780815 -0.349327 10.563472 -0.560294 3.298841 0.094697

Antenna 110: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 88.421673 0.864109 43.173719 -0.879324 88.421673 -1.276685 23.198651 -0.461035 13.799492

Antenna 110: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 52.018895 52.018895 0.802507 36.974254 1.452245 12.951206 -0.489861 11.879381 1.740078

Antenna 110: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 32.855152 0.885974 32.855152 -1.301488 11.841920 -0.248778 4.773038 -0.149332 5.455182

Antenna 110: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 42.735042 18.472878 34.250076 0.971836 42.735042 20.324072 18.428366 17.062634 4.260512

Antenna 110: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.105702 26.105702 8.093543 11.995187 -0.851301 2.986384 9.047116 5.013580 15.212732

Antenna 110: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Power 35.162849 13.204842 28.253361 0.559330 35.162849 25.453509 21.006660 6.837963 4.260691

Antenna 110: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Temporal Discontinuties 58.096939 17.907591 24.637130 -0.363957 12.795327 7.078635 2.688175 58.096939 2.942980

Antenna 110: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 26.493348 26.493348 10.544367 13.188700 -0.853103 2.673238 11.819864 5.179574 20.830722

Antenna 110: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Temporal Variability 286.588486 8.240492 17.783413 5.843049 2.988055 286.588486 6.003456 15.051160 3.838755

Antenna 110: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 41.741849 34.290086 41.741849 1.122833 1.542410 6.354988 6.758462 35.087797 21.294014

Antenna 110: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Temporal Discontinuties 53.945722 23.809119 39.238582 0.106442 1.110745 9.503315 5.495454 53.945722 26.022016

Antenna 110: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 43.734243 15.548927 43.734243 -0.224798 1.403857 9.372034 1.053406 41.662748 2.457660

Antenna 110: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Temporal Discontinuties 39.766337 12.738302 32.771297 0.042453 2.016288 9.782669 4.810441 39.766337 7.604390

Antenna 110: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 30.923847 30.923847 13.675496 0.870483 1.966056 12.039313 11.764239 5.806499 7.928258

Antenna 110: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 30.259083 30.259083 10.818195 2.613079 0.141536 12.941776 17.569532 9.125928 17.776151

Antenna 110: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 34.444798 34.444798 5.772837 2.048233 -0.475078 3.815921 10.626340 2.793563 14.479881

Antenna 110: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 36.849263 36.849263 12.306627 6.499917 3.089093 9.777059 14.581416 3.707593 33.649200

Antenna 110: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 35.900669 14.224760 35.900669 2.716259 4.690257 20.150230 5.216715 28.422787 2.300506

Antenna 110: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Temporal Discontinuties 47.490873 17.753202 38.160811 2.049183 4.343148 15.144989 4.034463 47.490873 4.504109

Antenna 110: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Temporal Discontinuties 64.034108 36.656268 40.610875 3.991094 6.539096 20.059067 10.477332 64.034108 6.700520

Antenna 110: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 42.328072 42.328072 33.172084 10.683393 16.395670 6.403336 8.114447 3.732210 5.490823

Antenna 110: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 54.968374 54.968374 45.557218 1.195107 1.245715 6.872867 6.510872 26.294848 3.403751

Antenna 110: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 23.106828 23.106828 22.774718 -0.358558 1.130461 0.346520 -1.517066 -0.267742 -0.017719

Antenna 110: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 39.948984 39.948984 29.273405 5.537389 8.427225 10.954306 3.197943 3.090552 4.040658

Antenna 110: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 70.763713 70.763713 61.151213 15.993527 14.754118 3.734956 5.096691 14.665683 14.238675

Antenna 110: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Power 38.098157 14.981043 17.901921 35.721896 38.098157 0.875108 1.779421 19.064209 20.206378

Antenna 110: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 110: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 2.252740 1.690931 2.252740 -0.089468 0.278431 1.253783 0.642263 -1.428217 -1.203543

Antenna 110: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 11.943352 9.676677 11.943352 4.411755 3.200277 2.718524 4.905898 3.646901 2.711587

Antenna 110: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 59.290589 59.290589 42.000749 1.609925 0.700233 2.576981 4.728266 1.768138 13.422639

Antenna 110: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Power 40.881210 18.576982 15.796618 40.881210 38.450815 1.094991 0.665971 14.114827 13.630626

Antenna 110: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 58.968753 58.968753 38.697246 2.679384 1.171127 3.470851 14.521054 0.919307 7.004849

Antenna 110: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 62.922491 62.922491 62.753237 1.733154 2.294377 11.274513 7.177482 3.485840 0.614894

Antenna 110: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 55.772017 9.597379 55.772017 0.443403 2.747278 15.582834 5.111931 9.571216 1.021416

Antenna 110: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Temporal Discontinuties 54.446141 47.387118 46.311408 3.245171 2.333231 5.657968 12.180788 6.537118 54.446141

Antenna 110: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 42.138319 29.355459 42.138319 1.827633 3.193249 12.093307 3.119876 0.275052 -0.486709

Antenna 110: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 45.640748 29.894714 45.640748 1.427775 2.160065 7.057978 2.814173 5.060396 1.733138

Antenna 110: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape 47.810739 34.505409 47.810739 1.922752 2.070559 6.171401 8.026950 3.584520 3.068530

Antenna 110: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 37.172853 21.260132 37.172853 2.725596 3.618400 7.587693 2.767622 3.446821 0.193587

Antenna 110: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 46.602376 46.602376 20.586506 3.515580 0.884239 2.499541 11.805776 6.335611 41.834650

Antenna 110: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 50.144298 21.629416 50.144298 0.831731 3.333955 8.771377 3.599617 31.991060 5.268094

Antenna 110: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 53.683832 53.683832 11.047193 3.225928 0.847299 15.192088 29.625165 1.306939 13.130319

Antenna 110: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 50.601610 50.601610 1.826801 3.499641 1.586679 5.271235 0.350115 0.400742 -0.286564

Antenna 110: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 42.103240 2.032533 42.103240 1.339186 3.433780 -0.539308 9.823899 -1.041632 0.463111

Antenna 110: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 44.466769 1.594769 44.466769 1.362512 3.707334 -0.859494 8.229055 -0.170315 0.540230

Antenna 110: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan
In [ ]: